As machine learning becomes ever more interwoven into the structure of our daily lives , the essential need for AI ethics becomes clear. We must examine the complex questions surrounding prejudiced code , promoting that these advanced systems are developed responsibly. It requires a deliberate approach to construction , nurturing transparency and a